Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	1000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	109.5 KiB
Average record size in memory	112.1 B

Variable types

Numeric	12
Categorical	2

Alerts

`CLASS` is highly overall correlated with `HbA1c`	High correlation
`Cr` is highly overall correlated with `Urea`	High correlation
`HbA1c` is highly overall correlated with `CLASS`	High correlation
`TG` is highly overall correlated with `VLDL`	High correlation
`Urea` is highly overall correlated with `Cr`	High correlation
`VLDL` is highly overall correlated with `TG`	High correlation
`CLASS` is highly imbalanced (65.0%)	Imbalance

Reproduction

Analysis started	2024-02-15 05:52:57.595843
Analysis finished	2024-02-15 05:53:40.947839
Duration	43.35 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

ID
Real number (ℝ)

Distinct	800
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	340.5

Minimum	1
Maximum	800
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	1
5-th percentile	25.95
Q1	125.75
median	300.5
Q3	550.25
95-th percentile	750.05
Maximum	800
Range	799
Interquartile range (IQR)	424.5

Descriptive statistics

Standard deviation	240.39767
Coefficient of variation (CV)	0.70601372
Kurtosis	-1.2222318
Mean	340.5
Median Absolute Deviation (MAD)	200
Skewness	0.33267921
Sum	340500
Variance	57791.041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76	2	0.2%
108	2	0.2%
57	2	0.2%
26	2	0.2%
69	2	0.2%
117	2	0.2%
44	2	0.2%
87	2	0.2%
155	2	0.2%
80	2	0.2%
Other values (790)	980	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.2%
2	2	0.2%
3	2	0.2%
4	2	0.2%
5	2	0.2%
6	2	0.2%
7	2	0.2%
8	2	0.2%
9	2	0.2%
10	2	0.2%

Value	Count	Frequency (%)
800	1	0.1%
799	1	0.1%
798	1	0.1%
797	1	0.1%
796	1	0.1%
795	1	0.1%
794	1	0.1%
793	1	0.1%
792	1	0.1%
791	1	0.1%

No_Pation
Real number (ℝ)

Distinct	961
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	270551.41

Minimum	123
Maximum	75435657
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	123
5-th percentile	3024.8
Q1	24063.75
median	34395.5
Q3	45384.25
95-th percentile	454316
Maximum	75435657
Range	75435534
Interquartile range (IQR)	21320.5

Descriptive statistics

Standard deviation	3380757.8
Coefficient of variation (CV)	12.495806
Kurtosis	400.76331
Mean	270551.41
Median Absolute Deviation (MAD)	10359
Skewness	19.561029
Sum	2.7055141 × 10⁸
Variance	1.1429523 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
454316	19	1.9%
856	2	0.2%
87654	2	0.2%
71741	2	0.2%
34290	2	0.2%
14389	2	0.2%
34517	2	0.2%
48362	2	0.2%
45646	2	0.2%
44835	2	0.2%
Other values (951)	963	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
123	1	0.1%
215	1	0.1%
234	2	0.2%
244	1	0.1%
252	1	0.1%
298	1	0.1%
345	2	0.2%
355	1	0.1%
356	1	0.1%
451	1	0.1%

Value	Count	Frequency (%)
75435657	1	0.1%
66467878	1	0.1%
33656789	1	0.1%
8785782	1	0.1%
8432454	1	0.1%
7565435	1	0.1%
4515131	1	0.1%
1036556	1	0.1%
985322	1	0.1%
905146	1	0.1%

Gender
Categorical

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

M	565
F	434
f	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1000
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	F
2nd row	M
3rd row	F
4th row	F
5th row	M

Common Values

Value	Count	Frequency (%)
M	565	56.5%
F	434	43.4%
f	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	565	56.5%
f	435	43.5%

Most occurring characters

Value	Count	Frequency (%)
M	565	56.5%
F	434	43.4%
f	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	999	99.9%
Lowercase Letter	1	0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	565	56.6%
F	434	43.4%

Lowercase Letter

Value	Count	Frequency (%)
f	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1000	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	565	56.5%
F	434	43.4%
f	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	565	56.5%
F	434	43.4%
f	1	0.1%

AGE
Real number (ℝ)

Distinct	50
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.528

Minimum	20
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	20
5-th percentile	33
Q1	51
median	55
Q3	59
95-th percentile	66
Maximum	79
Range	59
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.799241
Coefficient of variation (CV)	0.16438576
Kurtosis	1.4356393
Mean	53.528
Median Absolute Deviation (MAD)	4
Skewness	-0.8195359
Sum	53528
Variance	77.426643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	181	18.1%
60	88	8.8%
54	84	8.4%
51	51	5.1%
61	49	4.9%
56	48	4.8%
52	44	4.4%
50	43	4.3%
59	32	3.2%
57	31	3.1%
Other values (40)	349	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1	0.1%
25	1	0.1%
26	2	0.2%
28	3	0.3%
30	20	2.0%
31	9	0.9%
32	1	0.1%
33	16	1.6%
34	5	0.5%
35	11	1.1%

Value	Count	Frequency (%)
79	1	0.1%
77	4	0.4%
76	4	0.4%
75	2	0.2%
73	8	0.8%
71	1	0.1%
70	2	0.2%
69	6	0.6%
68	8	0.8%
67	6	0.6%

Urea
Real number (ℝ)

HIGH CORRELATION

Distinct	110
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.124743

Minimum	0.5
Maximum	38.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.5
5-th percentile	2.3
Q1	3.7
median	4.6
Q3	5.7
95-th percentile	9.615
Maximum	38.9
Range	38.4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.9351654
Coefficient of variation (CV)	0.57274393
Kurtosis	30.427642
Mean	5.124743
Median Absolute Deviation (MAD)	1
Skewness	4.2989279
Sum	5124.743
Variance	8.6151962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3	40	4.0%
4	37	3.7%
5	36	3.6%
4.8	34	3.4%
4.1	33	3.3%
3	32	3.2%
4.7	28	2.8%
4.6	26	2.6%
4.2	24	2.4%
3.8	23	2.3%
Other values (100)	687	68.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	0.1%
1.1	1	0.1%
1.2	2	0.2%
1.8	3	0.3%
1.9	1	0.1%
2	19	1.9%
2.1	16	1.6%
2.2	5	0.5%
2.3	9	0.9%
2.4	5	0.5%

Value	Count	Frequency (%)
38.9	1	0.1%
26.4	1	0.1%
24	3	0.3%
22	2	0.2%
20.8	4	0.4%
20	1	0.1%
17.1	1	0.1%
14.9	1	0.1%
14.5	2	0.2%
14.1	2	0.2%

Cr
Real number (ℝ)

HIGH CORRELATION

Distinct	113
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.943

Minimum	6
Maximum	800
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	6
5-th percentile	33.95
Q1	48
median	60
Q3	73
95-th percentile	111
Maximum	800
Range	794
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	59.984747
Coefficient of variation (CV)	0.87006291
Kurtosis	91.714882
Mean	68.943
Median Absolute Deviation (MAD)	12
Skewness	8.4741512
Sum	68943
Variance	3598.1699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	55	5.5%
72	32	3.2%
55	30	3.0%
63	27	2.7%
53	27	2.7%
48	26	2.6%
70	25	2.5%
62	24	2.4%
59	23	2.3%
38	22	2.2%
Other values (103)	709	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	0.1%
20	2	0.2%
22	2	0.2%
23	4	0.4%
24	2	0.2%
25	2	0.2%
26	1	0.1%
27	2	0.2%
28	4	0.4%
29	1	0.1%

Value	Count	Frequency (%)
800	4	0.4%
401	3	0.3%
370	2	0.2%
344	1	0.1%
327	1	0.1%
315	2	0.2%
243	1	0.1%
230	1	0.1%
228	1	0.1%
203	1	0.1%

HbA1c
Real number (ℝ)

HIGH CORRELATION

Distinct	111
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.28116

Minimum	0.9
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.9
5-th percentile	4.2
Q1	6.5
median	8
Q3	10.2
95-th percentile	12.405
Maximum	16
Range	15.1
Interquartile range (IQR)	3.7

Descriptive statistics

Standard deviation	2.5340031
Coefficient of variation (CV)	0.30599616
Kurtosis	-0.25086926
Mean	8.28116
Median Absolute Deviation (MAD)	1.8
Skewness	0.2216894
Sum	8281.16
Variance	6.4211718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	34	3.4%
9	32	3.2%
7	32	3.2%
4	30	3.0%
6.8	30	3.0%
6	25	2.5%
10.2	24	2.4%
7.2	21	2.1%
5	20	2.0%
7.7	19	1.9%
Other values (101)	733	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9	4	0.4%
2	1	0.1%
3	1	0.1%
3.7	4	0.4%
4	30	3.0%
4.1	8	0.8%
4.2	5	0.5%
4.3	10	1.0%
4.5	7	0.7%
4.6	1	0.1%

Value	Count	Frequency (%)
16	1	0.1%
15.9	1	0.1%
15	2	0.2%
14.8	1	0.1%
14.7	3	0.3%
14.6	2	0.2%
14.5	2	0.2%
14.4	1	0.1%
14.1	1	0.1%
13.9	3	0.3%

Chol
Real number (ℝ)

Distinct	77
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.86282

Minimum	0
Maximum	10.3
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	4
median	4.8
Q3	5.6
95-th percentile	7.1
Maximum	10.3
Range	10.3
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.3017375
Coefficient of variation (CV)	0.2676919
Kurtosis	1.9243445
Mean	4.86282
Median Absolute Deviation (MAD)	0.8
Skewness	0.61712266
Sum	4862.82
Variance	1.6945206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.4	55	5.5%
4.9	46	4.6%
4.8	40	4.0%
4	38	3.8%
5.3	38	3.8%
4.2	37	3.7%
4.1	36	3.6%
3.6	33	3.3%
5.2	33	3.3%
4.7	30	3.0%
Other values (67)	614	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.5	1	0.1%
0.6	2	0.2%
1.2	1	0.1%
2	6	0.6%
2.1	2	0.2%
2.3	3	0.3%
2.4	6	0.6%
2.5	4	0.4%
2.6	4	0.4%

Value	Count	Frequency (%)
10.3	1	0.1%
9.9	1	0.1%
9.8	2	0.2%
9.7	2	0.2%
9.5	4	0.4%
9.3	1	0.1%
9.2	1	0.1%
9.1	1	0.1%
8.8	2	0.2%
8.6	1	0.1%

TG
Real number (ℝ)

HIGH CORRELATION

Distinct	69
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.34961

Minimum	0.3
Maximum	13.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.8
Q1	1.5
median	2
Q3	2.9
95-th percentile	5.1
Maximum	13.8
Range	13.5
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	1.401176
Coefficient of variation (CV)	0.59634408
Kurtosis	10.26366
Mean	2.34961
Median Absolute Deviation (MAD)	0.7
Skewness	2.2984561
Sum	2349.61
Variance	1.9632942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.1	65	6.5%
2	61	6.1%
1.3	52	5.2%
1.5	51	5.1%
1.7	44	4.4%
1.9	42	4.2%
1.8	38	3.8%
1.6	35	3.5%
2.2	34	3.4%
1.2	33	3.3%
Other values (59)	545	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	2	0.2%
0.5	1	0.1%
0.6	14	1.4%
0.7	25	2.5%
0.8	17	1.7%
0.9	15	1.5%
1	29	2.9%
1.1	31	3.1%
1.19	3	0.3%
1.2	33	3.3%

Value	Count	Frequency (%)
13.8	1	0.1%
12.7	1	0.1%
11.6	1	0.1%
8.7	1	0.1%
8.5	1	0.1%
7.7	2	0.2%
7.2	2	0.2%
7	3	0.3%
6.8	3	0.3%
6.7	2	0.2%

HDL
Real number (ℝ)

Distinct	48
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.20475

Minimum	0.2
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.7
Q1	0.9
median	1.1
Q3	1.3
95-th percentile	1.9
Maximum	9.9
Range	9.7
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.66041357
Coefficient of variation (CV)	0.54817478
Kurtosis	62.629947
Mean	1.20475
Median Absolute Deviation (MAD)	0.2
Skewness	6.2832012
Sum	1204.75
Variance	0.43614608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
1.1	147	14.7%
0.9	141	14.1%
1	135	13.5%
0.8	84	8.4%
1.3	80	8.0%
1.2	71	7.1%
0.7	57	5.7%
1.4	54	5.4%
1.6	40	4.0%
1.8	31	3.1%
Other values (38)	160	16.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	0.1%
0.4	7	0.7%
0.5	7	0.7%
0.6	24	2.4%
0.7	57	5.7%
0.75	3	0.3%
0.8	84	8.4%
0.9	141	14.1%
0.95	1	0.1%
1	135	13.5%

Value	Count	Frequency (%)
9.9	1	0.1%
9	1	0.1%
6.6	2	0.2%
6.3	1	0.1%
5	1	0.1%
4	1	0.1%
3.9	1	0.1%
3.8	1	0.1%
3.6	2	0.2%
3.4	1	0.1%

LDL
Real number (ℝ)

Distinct	65
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.60979

Minimum	0.3
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.3
5-th percentile	1
Q1	1.8
median	2.5
Q3	3.3
95-th percentile	4.3
Maximum	9.9
Range	9.6
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	1.1151017
Coefficient of variation (CV)	0.42727643
Kurtosis	4.27576
Mean	2.60979
Median Absolute Deviation (MAD)	0.75
Skewness	1.1459096
Sum	2609.79
Variance	1.2434519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.5	87	8.7%
2	55	5.5%
1.7	40	4.0%
1.4	37	3.7%
3.1	37	3.7%
3	37	3.7%
2.6	35	3.5%
3.6	32	3.2%
3.5	32	3.2%
1.3	29	2.9%
Other values (55)	579	57.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	1	0.1%
0.5	2	0.2%
0.6	3	0.3%
0.7	2	0.2%
0.75	3	0.3%
0.8	7	0.7%
0.9	22	2.2%
0.95	4	0.4%
0.96	1	0.1%
1	9	0.9%

Value	Count	Frequency (%)
9.9	2	0.2%
7.9	2	0.2%
7.5	1	0.1%
7	1	0.1%
6.4	1	0.1%
5.9	1	0.1%
5.6	3	0.3%
5.5	4	0.4%
5.3	1	0.1%
5.1	1	0.1%

VLDL
Real number (ℝ)

HIGH CORRELATION

Distinct	60
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8547

Minimum	0.1
Maximum	35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.7
median	0.9
Q3	1.5
95-th percentile	8.1
Maximum	35
Range	34.9
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	3.6635993
Coefficient of variation (CV)	1.9753056
Kurtosis	33.51147
Mean	1.8547
Median Absolute Deviation (MAD)	0.3
Skewness	5.3504447
Sum	1854.7
Variance	13.42196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	132	13.2%
0.7	94	9.4%
0.6	80	8.0%
0.8	76	7.6%
1	71	7.1%
1.5	63	6.3%
0.5	55	5.5%
1.1	54	5.4%
1.3	44	4.4%
0.4	37	3.7%
Other values (50)	294	29.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	2	0.2%
0.2	5	0.5%
0.3	26	2.6%
0.4	37	3.7%
0.5	55	5.5%
0.6	80	8.0%
0.7	94	9.4%
0.8	76	7.6%
0.9	132	13.2%
1	71	7.1%

Value	Count	Frequency (%)
35	1	0.1%
33.6	1	0.1%
31.8	2	0.2%
31	1	0.1%
27.2	1	0.1%
24.5	1	0.1%
22.7	1	0.1%
22.2	2	0.2%
19.5	1	0.1%
18.1	1	0.1%

BMI
Real number (ℝ)

Distinct	64
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.57802

Minimum	19
Maximum	47.75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	19
5-th percentile	21
Q1	26
median	30
Q3	33
95-th percentile	38
Maximum	47.75
Range	28.75
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.9623881
Coefficient of variation (CV)	0.16777283
Kurtosis	-0.29614367
Mean	29.57802
Median Absolute Deviation (MAD)	3
Skewness	0.12580694
Sum	29578.02
Variance	24.625296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	114	11.4%
33	101	10.1%
29	72	7.2%
26	64	6.4%
24	58	5.8%
28	56	5.6%
31	53	5.3%
27	46	4.6%
32	45	4.5%
21	36	3.6%
Other values (54)	355	35.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	7	0.7%
19.5	1	0.1%
20	10	1.0%
21	36	3.6%
21.17	2	0.2%
22	36	3.6%
22.5	1	0.1%
23	35	3.5%
23.5	1	0.1%
24	58	5.8%

Value	Count	Frequency (%)
47.75	1	0.1%
47	2	0.2%
43.25	2	0.2%
40.5	2	0.2%
40	2	0.2%
39.18	2	0.2%
39	22	2.2%
38.62	1	0.1%
38	24	2.4%
37.62	1	0.1%

CLASS
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

Y	840
N	102
P	53
Y	4
N	1

Length

Max length	2
Median length	1
Mean length	1.005
Min length	1

Characters and Unicode

Total characters	1005
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
Y	840	84.0%
N	102	10.2%
P	53	5.3%
Y	4	0.4%
N	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
y	844	84.4%
n	103	10.3%
p	53	5.3%

Most occurring characters

Value	Count	Frequency (%)
Y	844	84.0%
N	103	10.2%
P	53	5.3%
	5	0.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1000	99.5%
Space Separator	5	0.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
Y	844	84.4%
N	103	10.3%
P	53	5.3%

Space Separator

Value	Count	Frequency (%)
	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1000	99.5%
Common	5	0.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
Y	844	84.4%
N	103	10.3%
P	53	5.3%

Common

Value	Count	Frequency (%)
	5	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1005	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
Y	844	84.0%
N	103	10.2%
P	53	5.3%
	5	0.5%

Auto

Heatmap
Table

	AGE	BMI	CLASS	Chol	Cr	Gender	HDL	HbA1c	ID	LDL	No_Pation	TG	Urea	VLDL
AGE	1.000	0.373	0.289	0.039	0.061	0.071	-0.052	0.411	-0.065	0.001	-0.060	0.175	0.155	0.036
BMI	0.373	1.000	0.398	0.006	0.037	0.120	0.037	0.417	0.046	-0.115	-0.040	0.107	0.052	0.214
CLASS	0.289	0.398	1.000	0.172	0.048	0.087	-0.013	0.568	-0.055	-0.008	-0.090	0.226	0.092	0.235
Chol	0.039	0.006	0.172	1.000	-0.004	0.000	0.109	0.152	0.033	0.432	0.106	0.345	0.004	0.251
Cr	0.061	0.037	0.048	-0.004	1.000	0.000	-0.069	-0.082	-0.073	0.085	0.071	0.079	0.568	0.097
Gender	0.071	0.120	0.087	0.000	0.000	1.000	-0.119	0.006	0.021	0.044	0.066	0.016	0.186	0.074
HDL	-0.052	0.037	-0.013	0.109	-0.069	-0.119	1.000	-0.027	-0.026	-0.191	-0.006	-0.165	-0.054	-0.069
HbA1c	0.411	0.417	0.568	0.152	-0.082	0.006	-0.027	1.000	-0.011	-0.023	0.049	0.232	0.015	0.222
ID	-0.065	0.046	-0.055	0.033	-0.073	0.021	-0.026	-0.011	1.000	-0.061	0.037	-0.094	-0.057	0.034
LDL	0.001	-0.115	-0.008	0.432	0.085	0.044	-0.191	-0.023	-0.061	1.000	0.051	0.063	-0.013	0.020
No_Pation	-0.060	-0.040	-0.090	0.106	0.071	0.066	-0.006	0.049	0.037	0.051	1.000	0.041	0.036	0.139
TG	0.175	0.107	0.226	0.345	0.079	0.016	-0.165	0.232	-0.094	0.063	0.041	1.000	0.070	0.599
Urea	0.155	0.052	0.092	0.004	0.568	0.186	-0.054	0.015	-0.057	-0.013	0.036	0.070	1.000	0.016
VLDL	0.036	0.214	0.235	0.251	0.097	0.074	-0.069	0.222	0.034	0.020	0.139	0.599	0.016	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	ID	No_Pation	Gender	AGE	Urea	Cr	HbA1c	Chol	TG	HDL	LDL	VLDL	BMI	CLASS
0	502	17975	F	50	4.7	46	4.9	4.2	0.9	2.4	1.4	0.5	24.0	N
1	735	34221	M	26	4.5	62	4.9	3.7	1.4	1.1	2.1	0.6	23.0	N
2	420	47975	F	50	4.7	46	4.9	4.2	0.9	2.4	1.4	0.5	24.0	N
3	680	87656	F	50	4.7	46	4.9	4.2	0.9	2.4	1.4	0.5	24.0	N
4	504	34223	M	33	7.1	46	4.9	4.9	1.0	0.8	2.0	0.4	21.0	N
5	634	34224	F	45	2.3	24	4.0	2.9	1.0	1.0	1.5	0.4	21.0	N
6	721	34225	F	50	2.0	50	4.0	3.6	1.3	0.9	2.1	0.6	24.0	N
7	421	34227	M	48	4.7	47	4.0	2.9	0.8	0.9	1.6	0.4	24.0	N
8	670	34229	M	43	2.6	67	4.0	3.8	0.9	2.4	3.7	1.0	21.0	N
9	759	34230	F	32	3.6	28	4.0	3.8	2.0	2.4	3.8	1.0	24.0	N

	ID	No_Pation	Gender	AGE	Urea	Cr	HbA1c	Chol	TG	HDL	LDL	VLDL	BMI	CLASS
990	194	454316	F	57	4.1	70	9.3	5.3	3.3	1.0	1.4	1.3	29.0	Y
991	195	4543	f	55	4.1	34	13.9	5.4	1.6	1.6	3.1	0.7	33.0	Y
992	196	454316	M	55	3.1	39	8.5	5.0	2.5	1.9	2.9	0.7	27.0	Y
993	198	454316	M	28	3.5	61	8.5	4.5	1.9	1.1	2.6	0.8	37.0	Y
994	199	454316	M	69	10.3	185	7.7	4.9	1.9	1.2	3.0	0.7	37.0	Y
995	200	454317	M	71	11.0	97	7.0	7.5	1.7	1.2	1.8	0.6	30.0	Y
996	671	876534	M	31	3.0	60	12.3	4.1	2.2	0.7	2.4	15.4	37.2	Y
997	669	87654	M	30	7.1	81	6.7	4.1	1.1	1.2	2.4	8.1	27.4	Y
998	99	24004	M	38	5.8	59	6.7	5.3	2.0	1.6	2.9	14.0	40.5	Y
999	248	24054	M	54	5.0	67	6.9	3.8	1.7	1.1	3.0	0.7	33.0	Y

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample